{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4a7bf71d",
   "metadata": {},
   "source": [
    "## LeNet\n",
    "\n",
    "LeNet由Yann LeCun团队于1998年提出，是首个成功应用于图像识别的卷积神经网络（CNN），主要用于解决手写数字识别问题，尤其在邮政和银行系统中需求迫切。在深度学习兴起前，传统方法依赖人工特征提取，效率低且泛化能力差。此外，神经网络面临梯度消失、数据量不足、计算资源有限等问题。LeNet在MNIST数据集上实现了低于1%的错误率，远超当时其他模型，验证了CNN在图像任务中的有效性。\n",
    "\n",
    "基础架构：LeNet-5（经典版本）定义了CNN的基本框架：卷积层（局部连接、权值共享）→ 池化层（下采样）→ 全连接层。这一结构至今仍是CNN的基石：\n",
    "* 卷积操作：通过局部感受野提取空间特征，减少参数量并增强平移不变性。\n",
    "* 平均池化：降低特征图分辨率，减少计算复杂度。\n",
    "* 梯度学习：首次将反向传播（Backpropagation）与卷积结合，实现了端到端训练。\n",
    "\n",
    "\n",
    "后续模型如AlexNet、VGG、ResNet均延续了卷积+池化的堆叠设计，并通过增加深度和参数优化性能。LeNet的权值共享和局部连接思想被广泛应用于目标检测、语义分割等复杂任务。\n",
    "\n",
    "LeNet不仅是卷积神经网络的里程碑，更是深度学习从理论走向实践的转折点。其创新的架构和训练方法为现代AI模型提供了范式，并在硬件、算法、数据三要素的协同演进中持续发挥影响力。正如LeCun所言：“深度学习的冬天终将过去，而LeNet是春天的第一缕曙光。”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bbc9c4d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Use device:  cuda\n"
     ]
    }
   ],
   "source": [
    "# 自动重新加载外部module，使得修改代码之后无需重新import\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import time\n",
    "\n",
    "from hdd.device.utils import get_device\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torchvision import datasets, transforms\n",
    "\n",
    "# 设置训练数据的路径\n",
    "DATA_ROOT = \"~/workspace/hands-dirty-on-dl/dataset\"\n",
    "DEVICE = get_device([\"cuda\", \"cpu\"])\n",
    "TENSORBOARD_ROOT = \"~/workspace/hands-dirty-on-dl/dataset\"\n",
    "print(\"Use device: \", DEVICE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d6b13fc",
   "metadata": {},
   "source": [
    "## MNIST数据集\n",
    "我们在MNIST数据集上进行手写数字分类，MNIST提供了$32\\times32$的黑白图像，该数据集有60000张训练图片，10000张测试图片。\n",
    "\n",
    "### 加载数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c3a9554",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Basic Info of train dataaset: \n",
      " Dataset MNIST\n",
      "    Number of datapoints: 60000\n",
      "    Root location: /home/tf/workspace/hands-dirty-on-dl/dataset\n",
      "    Split: Train\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "               Normalize(mean=[0.131], std=[0.308])\n",
      "           )\n",
      "Basic Info of test dataset: \n",
      " Dataset MNIST\n",
      "    Number of datapoints: 10000\n",
      "    Root location: /home/tf/workspace/hands-dirty-on-dl/dataset\n",
      "    Split: Test\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "               Normalize(mean=[0.131], std=[0.308])\n",
      "           )\n"
     ]
    }
   ],
   "source": [
    "# 我们提前计算好了训练数据集上的均值和方差\n",
    "MNIST_MEAN = 0.131\n",
    "MNIST_STD = 0.308\n",
    "# 加载数据集\n",
    "train_dataset = datasets.MNIST(\n",
    "    root=DATA_ROOT,\n",
    "    train=True,\n",
    "    transform=transforms.Compose(\n",
    "        [transforms.ToTensor(), transforms.Normalize([MNIST_MEAN], [MNIST_STD])]\n",
    "    ),\n",
    ")\n",
    "test_dataset = datasets.MNIST(\n",
    "    root=DATA_ROOT,\n",
    "    train=False,\n",
    "    transform=transforms.Compose(\n",
    "        [transforms.ToTensor(), transforms.Normalize([MNIST_MEAN], [MNIST_STD])]\n",
    "    ),\n",
    ")\n",
    "print(\"Basic Info of train dataaset: \\n\", train_dataset)\n",
    "print(\"Basic Info of test dataset: \\n\", test_dataset)\n",
    "BATCH_SIZE = 512\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_dataset,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    shuffle=True,\n",
    ")\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    test_dataset,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    shuffle=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd5b2fd2",
   "metadata": {},
   "source": [
    "### 可视化数据集\n",
    "每一列都是属于同一类别的样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e6b5e1f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "images_per_class = 5\n",
    "num_classes = 10\n",
    "train_dataset = train_loader.dataset\n",
    "for target_class in range(num_classes):\n",
    "    idxs = torch.nonzero(train_loader.dataset.targets == target_class)\n",
    "    idxs = idxs[:images_per_class]\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + target_class + 1\n",
    "        plt.subplot(images_per_class, num_classes, plt_idx)\n",
    "        image = train_dataset.data[idx,:,:]\n",
    "        plt.imshow(image.squeeze())\n",
    "        plt.axis(\"off\")\n",
    "        if i == 0:\n",
    "            plt.title(f\"Y: {target_class}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b3f527a",
   "metadata": {},
   "source": [
    "## 训练LeNet\n",
    "\n",
    "模型的定义在`hdd/models/cnn/lenet.py`中。\n",
    "\n",
    "首先定义一个简单的训练函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "185a62e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(\n",
    "    net,\n",
    "    criteria,\n",
    "    optimizer,\n",
    "    max_epoches,\n",
    "    train_loader,\n",
    "    test_loader,\n",
    "    device,\n",
    "    verbose: bool = True,\n",
    "):\n",
    "    result = {\n",
    "        \"train_loss\": [],\n",
    "        \"test_loss\": [],\n",
    "        \"train_accuracy\": [],\n",
    "        \"test_accuracy\": [],\n",
    "    }\n",
    "    for epoch in range(1, max_epoches + 1):\n",
    "        t0 = time.time()\n",
    "        train_loss = 0.0\n",
    "        correct_items = 0\n",
    "        total_items = 0\n",
    "        net.train()\n",
    "        for Xs, ys in train_loader:\n",
    "            Xs, ys = Xs.to(device), ys.to(device)\n",
    "            optimizer.zero_grad()\n",
    "            logits = net(Xs)\n",
    "            loss = criteria(logits, ys)\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            train_loss += loss.item()\n",
    "            correct_items += torch.sum(torch.argmax(logits, dim=1) == ys).item()\n",
    "            total_items += Xs.shape[0]\n",
    "        avg_train_loss = train_loss / len(train_loader)\n",
    "        train_accuracy = correct_items / total_items\n",
    "\n",
    "        net.eval()\n",
    "        correct_items = 0\n",
    "        total_items = 0\n",
    "        test_loss = 0.0\n",
    "        with torch.no_grad():\n",
    "            for Xs, ys in test_loader:\n",
    "                Xs, ys = Xs.to(DEVICE), ys.to(DEVICE)\n",
    "                logits = net(Xs)\n",
    "                loss = criteria(logits, ys)\n",
    "                correct_items += torch.sum(torch.argmax(logits, dim=1) == ys).item()\n",
    "                total_items += Xs.shape[0]\n",
    "                test_loss += loss.item()\n",
    "        avg_test_loss = test_loss / len(test_loader)\n",
    "        test_accuracy = correct_items / total_items\n",
    "        if verbose:\n",
    "            print(\n",
    "                f\"Train Epoch: {epoch}/{max_epoches} \"\n",
    "                f\"Avg Loss: {avg_train_loss:0.4f} \"\n",
    "                f\"Accuracy: {train_accuracy:0.4f} \"\n",
    "                f\"Time: {time.time() - t0:0.5f} \"\n",
    "                f\" | Test Avg Loss: {avg_test_loss:0.4f} \"\n",
    "                f\"Accuracy: {test_accuracy:0.4f}\"\n",
    "            )\n",
    "        result[\"train_loss\"].append(avg_train_loss)\n",
    "        result[\"test_loss\"].append(avg_test_loss)\n",
    "        result[\"train_accuracy\"].append(train_accuracy)\n",
    "        result[\"test_accuracy\"].append(test_accuracy)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49a99bca",
   "metadata": {},
   "source": [
    "LeNet中使用了Tanh激活函数，我们这里测试不同的激活函数，尤其是更为现代的ReLU，看看有何异同。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d9af63b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Epoch: 1/20 Avg Loss: 1.4621 Accuracy: 0.5785 Time: 2.46739  | Test Avg Loss: 0.6005 Accuracy: 0.8428\n",
      "Train Epoch: 2/20 Avg Loss: 0.4309 Accuracy: 0.8828 Time: 2.40808  | Test Avg Loss: 0.3250 Accuracy: 0.9100\n",
      "Train Epoch: 3/20 Avg Loss: 0.2919 Accuracy: 0.9167 Time: 2.33991  | Test Avg Loss: 0.2502 Accuracy: 0.9289\n",
      "Train Epoch: 4/20 Avg Loss: 0.2292 Accuracy: 0.9336 Time: 2.38962  | Test Avg Loss: 0.2004 Accuracy: 0.9431\n",
      "Train Epoch: 5/20 Avg Loss: 0.1860 Accuracy: 0.9464 Time: 2.41067  | Test Avg Loss: 0.1648 Accuracy: 0.9524\n",
      "Train Epoch: 6/20 Avg Loss: 0.1530 Accuracy: 0.9563 Time: 2.41263  | Test Avg Loss: 0.1365 Accuracy: 0.9598\n",
      "Train Epoch: 7/20 Avg Loss: 0.1279 Accuracy: 0.9638 Time: 2.37598  | Test Avg Loss: 0.1143 Accuracy: 0.9659\n",
      "Train Epoch: 8/20 Avg Loss: 0.1101 Accuracy: 0.9687 Time: 2.49081  | Test Avg Loss: 0.0968 Accuracy: 0.9716\n",
      "Train Epoch: 9/20 Avg Loss: 0.0959 Accuracy: 0.9723 Time: 2.34931  | Test Avg Loss: 0.0876 Accuracy: 0.9736\n",
      "Train Epoch: 10/20 Avg Loss: 0.0854 Accuracy: 0.9754 Time: 2.35560  | Test Avg Loss: 0.0770 Accuracy: 0.9761\n",
      "Train Epoch: 11/20 Avg Loss: 0.0779 Accuracy: 0.9774 Time: 2.46280  | Test Avg Loss: 0.0698 Accuracy: 0.9786\n",
      "Train Epoch: 12/20 Avg Loss: 0.0716 Accuracy: 0.9793 Time: 2.40534  | Test Avg Loss: 0.0657 Accuracy: 0.9791\n",
      "Train Epoch: 13/20 Avg Loss: 0.0668 Accuracy: 0.9804 Time: 2.39585  | Test Avg Loss: 0.0615 Accuracy: 0.9812\n",
      "Train Epoch: 14/20 Avg Loss: 0.0623 Accuracy: 0.9819 Time: 2.66896  | Test Avg Loss: 0.0575 Accuracy: 0.9822\n",
      "Train Epoch: 15/20 Avg Loss: 0.0582 Accuracy: 0.9833 Time: 2.48846  | Test Avg Loss: 0.0558 Accuracy: 0.9824\n",
      "Train Epoch: 16/20 Avg Loss: 0.0549 Accuracy: 0.9841 Time: 2.37555  | Test Avg Loss: 0.0513 Accuracy: 0.9840\n",
      "Train Epoch: 17/20 Avg Loss: 0.0519 Accuracy: 0.9851 Time: 2.47323  | Test Avg Loss: 0.0494 Accuracy: 0.9847\n",
      "Train Epoch: 18/20 Avg Loss: 0.0499 Accuracy: 0.9858 Time: 2.47264  | Test Avg Loss: 0.0468 Accuracy: 0.9859\n",
      "Train Epoch: 19/20 Avg Loss: 0.0475 Accuracy: 0.9865 Time: 2.37849  | Test Avg Loss: 0.0468 Accuracy: 0.9853\n",
      "Train Epoch: 20/20 Avg Loss: 0.0456 Accuracy: 0.9871 Time: 2.43014  | Test Avg Loss: 0.0442 Accuracy: 0.9867\n"
     ]
    }
   ],
   "source": [
    "from hdd.models.cnn.lenet import LeNet\n",
    "\n",
    "MAX_EPOCHES = 20\n",
    "net = LeNet(num_classes=10, activation=nn.Tanh)\n",
    "net.to(DEVICE)\n",
    "criteria = nn.CrossEntropyLoss(reduction=\"mean\")\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.01, momentum=0.9)\n",
    "tanh_result = train_model(\n",
    "    net, criteria, optimizer, MAX_EPOCHES, train_loader, test_loader, DEVICE\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "99e23977",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Epoch: 1/20 Avg Loss: 2.0767 Accuracy: 0.3332 Time: 2.48977  | Test Avg Loss: 0.8195 Accuracy: 0.7417\n",
      "Train Epoch: 2/20 Avg Loss: 0.4625 Accuracy: 0.8590 Time: 2.34360  | Test Avg Loss: 0.3125 Accuracy: 0.9061\n",
      "Train Epoch: 3/20 Avg Loss: 0.2498 Accuracy: 0.9263 Time: 2.33150  | Test Avg Loss: 0.1793 Accuracy: 0.9464\n",
      "Train Epoch: 4/20 Avg Loss: 0.1706 Accuracy: 0.9490 Time: 2.31682  | Test Avg Loss: 0.1409 Accuracy: 0.9592\n",
      "Train Epoch: 5/20 Avg Loss: 0.1295 Accuracy: 0.9613 Time: 2.34709  | Test Avg Loss: 0.1097 Accuracy: 0.9689\n",
      "Train Epoch: 6/20 Avg Loss: 0.1050 Accuracy: 0.9688 Time: 2.35184  | Test Avg Loss: 0.0850 Accuracy: 0.9731\n",
      "Train Epoch: 7/20 Avg Loss: 0.0872 Accuracy: 0.9741 Time: 2.28817  | Test Avg Loss: 0.0842 Accuracy: 0.9743\n",
      "Train Epoch: 8/20 Avg Loss: 0.0756 Accuracy: 0.9777 Time: 2.48595  | Test Avg Loss: 0.0708 Accuracy: 0.9774\n",
      "Train Epoch: 9/20 Avg Loss: 0.0699 Accuracy: 0.9788 Time: 2.51939  | Test Avg Loss: 0.0664 Accuracy: 0.9791\n",
      "Train Epoch: 10/20 Avg Loss: 0.0631 Accuracy: 0.9808 Time: 2.32319  | Test Avg Loss: 0.0601 Accuracy: 0.9810\n",
      "Train Epoch: 11/20 Avg Loss: 0.0589 Accuracy: 0.9819 Time: 2.32989  | Test Avg Loss: 0.0552 Accuracy: 0.9831\n",
      "Train Epoch: 12/20 Avg Loss: 0.0545 Accuracy: 0.9838 Time: 2.42837  | Test Avg Loss: 0.0543 Accuracy: 0.9825\n",
      "Train Epoch: 13/20 Avg Loss: 0.0489 Accuracy: 0.9854 Time: 2.34072  | Test Avg Loss: 0.0514 Accuracy: 0.9837\n",
      "Train Epoch: 14/20 Avg Loss: 0.0465 Accuracy: 0.9859 Time: 2.35020  | Test Avg Loss: 0.0468 Accuracy: 0.9852\n",
      "Train Epoch: 15/20 Avg Loss: 0.0442 Accuracy: 0.9863 Time: 2.40171  | Test Avg Loss: 0.0456 Accuracy: 0.9856\n",
      "Train Epoch: 16/20 Avg Loss: 0.0416 Accuracy: 0.9874 Time: 2.34088  | Test Avg Loss: 0.0466 Accuracy: 0.9871\n",
      "Train Epoch: 17/20 Avg Loss: 0.0383 Accuracy: 0.9886 Time: 2.31570  | Test Avg Loss: 0.0447 Accuracy: 0.9857\n",
      "Train Epoch: 18/20 Avg Loss: 0.0357 Accuracy: 0.9892 Time: 2.34012  | Test Avg Loss: 0.0440 Accuracy: 0.9865\n",
      "Train Epoch: 19/20 Avg Loss: 0.0348 Accuracy: 0.9892 Time: 2.35112  | Test Avg Loss: 0.0433 Accuracy: 0.9873\n",
      "Train Epoch: 20/20 Avg Loss: 0.0320 Accuracy: 0.9905 Time: 2.35589  | Test Avg Loss: 0.0395 Accuracy: 0.9875\n"
     ]
    }
   ],
   "source": [
    "net = LeNet(num_classes=10, activation=nn.ReLU)\n",
    "net.to(DEVICE)\n",
    "criteria = nn.CrossEntropyLoss(reduction=\"mean\")\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.01, momentum=0.9)\n",
    "relu_result = train_model(\n",
    "    net, criteria, optimizer, MAX_EPOCHES, train_loader, test_loader, DEVICE\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c2920b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Epoch: 1/20 Avg Loss: 2.3139 Accuracy: 0.1046 Time: 2.53077  | Test Avg Loss: 2.3065 Accuracy: 0.1010\n",
      "Train Epoch: 2/20 Avg Loss: 2.3061 Accuracy: 0.1061 Time: 2.35035  | Test Avg Loss: 2.3081 Accuracy: 0.1135\n",
      "Train Epoch: 3/20 Avg Loss: 2.3057 Accuracy: 0.1054 Time: 2.33609  | Test Avg Loss: 2.3079 Accuracy: 0.1135\n",
      "Train Epoch: 4/20 Avg Loss: 2.3054 Accuracy: 0.1056 Time: 2.43101  | Test Avg Loss: 2.3022 Accuracy: 0.0980\n",
      "Train Epoch: 5/20 Avg Loss: 2.3057 Accuracy: 0.1045 Time: 2.40338  | Test Avg Loss: 2.3040 Accuracy: 0.1028\n",
      "Train Epoch: 6/20 Avg Loss: 2.3057 Accuracy: 0.1047 Time: 2.41117  | Test Avg Loss: 2.3041 Accuracy: 0.1032\n",
      "Train Epoch: 7/20 Avg Loss: 2.3054 Accuracy: 0.1057 Time: 2.34613  | Test Avg Loss: 2.3028 Accuracy: 0.1032\n",
      "Train Epoch: 8/20 Avg Loss: 2.3066 Accuracy: 0.1035 Time: 2.37711  | Test Avg Loss: 2.3039 Accuracy: 0.1028\n",
      "Train Epoch: 9/20 Avg Loss: 2.3058 Accuracy: 0.1043 Time: 2.34413  | Test Avg Loss: 2.3018 Accuracy: 0.1135\n",
      "Train Epoch: 10/20 Avg Loss: 2.3030 Accuracy: 0.1141 Time: 2.36732  | Test Avg Loss: 2.2795 Accuracy: 0.1914\n",
      "Train Epoch: 11/20 Avg Loss: 1.3471 Accuracy: 0.4994 Time: 2.36105  | Test Avg Loss: 0.5015 Accuracy: 0.8536\n",
      "Train Epoch: 12/20 Avg Loss: 0.2477 Accuracy: 0.9236 Time: 2.48182  | Test Avg Loss: 0.1373 Accuracy: 0.9583\n",
      "Train Epoch: 13/20 Avg Loss: 0.1219 Accuracy: 0.9629 Time: 2.66960  | Test Avg Loss: 0.0971 Accuracy: 0.9708\n",
      "Train Epoch: 14/20 Avg Loss: 0.0923 Accuracy: 0.9715 Time: 2.62753  | Test Avg Loss: 0.0698 Accuracy: 0.9784\n",
      "Train Epoch: 15/20 Avg Loss: 0.0659 Accuracy: 0.9801 Time: 2.43863  | Test Avg Loss: 0.0744 Accuracy: 0.9779\n",
      "Train Epoch: 16/20 Avg Loss: 0.0607 Accuracy: 0.9813 Time: 2.42926  | Test Avg Loss: 0.0548 Accuracy: 0.9839\n",
      "Train Epoch: 17/20 Avg Loss: 0.0500 Accuracy: 0.9851 Time: 2.43935  | Test Avg Loss: 0.0479 Accuracy: 0.9856\n",
      "Train Epoch: 18/20 Avg Loss: 0.0472 Accuracy: 0.9848 Time: 2.39427  | Test Avg Loss: 0.0463 Accuracy: 0.9850\n",
      "Train Epoch: 19/20 Avg Loss: 0.0450 Accuracy: 0.9853 Time: 2.33435  | Test Avg Loss: 0.0486 Accuracy: 0.9847\n",
      "Train Epoch: 20/20 Avg Loss: 0.0405 Accuracy: 0.9874 Time: 2.35386  | Test Avg Loss: 0.0687 Accuracy: 0.9800\n"
     ]
    }
   ],
   "source": [
    "net = LeNet(num_classes=10, activation=nn.Sigmoid)\n",
    "net.to(DEVICE)\n",
    "criteria = nn.CrossEntropyLoss(reduction=\"mean\")\n",
    "# lr采用默认的0.01无法收敛，我们不得不调整至0.1\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.1, momentum=0.9)\n",
    "sigmoid_result = train_model(\n",
    "    net, criteria, optimizer, MAX_EPOCHES, train_loader, test_loader, DEVICE\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "732da384",
   "metadata": {},
   "source": [
    "下图显示了不同的激活函数下，Train Loss， Test Loss， Train Accuracy 和 Test Accuracy的变化。\n",
    "使用Sigmoid激活函数时，loss在最初的几个Epoch中并未下降，这可能是因为Simoid相比于Tanh更加容易饱和，从而更容易梯度消失，在最初的几个epoch中，参数的变化机器人微小，因而损失函数不大，一旦参数进入梯度较大的区域时，快速收敛。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f1da5364",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "plt.figure(figsize=(12,12))\n",
    "fields = relu_result.keys()\n",
    "for i, field in enumerate(fields):\n",
    "    plt.subplot(2, 2, i+1)\n",
    "    plt.plot(relu_result[field], label=\"relu\", linestyle=\"-\")\n",
    "    plt.plot(sigmoid_result[field], label=\"sigmoid\", linestyle=\"--\")\n",
    "    plt.plot(tanh_result[field], label=\"sigmoid\", linestyle=\"--\")\n",
    "    plt.legend()\n",
    "    plt.title(field)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0866051e",
   "metadata": {},
   "source": [
    "### 被错分的测试样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3b8e4a2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import namedtuple\n",
    "\n",
    "WrongSamples = namedtuple(\"WrongSamples\", \"idx predicted_label gt_label\")\n",
    "wrong_samples = []\n",
    "for idx in range(len(test_loader.dataset)):\n",
    "    x, y = test_loader.dataset[idx]\n",
    "    x = torch.unsqueeze(x, 0)\n",
    "    x = x.to(DEVICE)\n",
    "    net.eval()\n",
    "    with torch.no_grad():\n",
    "        logits = net(x)\n",
    "        predicted_label = torch.argmax(logits, dim=1).item()\n",
    "        if predicted_label != y:\n",
    "            sample = WrongSamples(idx, predicted_label, y)\n",
    "            wrong_samples.append(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a9113d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1200 with 82 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import defaultdict\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "plt.figure(figsize=(10,12))\n",
    "fig = plt.gcf()\n",
    "fig.suptitle(\"Column Number is GT Label\", fontsize=14)\n",
    "images_per_class = 10\n",
    "per_class_image_count = defaultdict(int)\n",
    "num_classes = 10\n",
    "test_dataset = test_loader.dataset\n",
    "for sample in wrong_samples:\n",
    "    idx = sample.idx\n",
    "    predicted_label = sample.predicted_label\n",
    "    gt_label = sample.gt_label\n",
    "    i = per_class_image_count[gt_label]\n",
    "    if i >= images_per_class:\n",
    "        continue\n",
    "    per_class_image_count[gt_label] += 1\n",
    "    plt_idx = i * num_classes + gt_label + 1\n",
    "    plt.subplot(images_per_class, num_classes, plt_idx)\n",
    "    image = test_dataset.data[idx,:,:]\n",
    "    plt.imshow(image.squeeze())\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(f\"Pred:{predicted_label}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "888043f8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch-cu124",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
